{"id":2371,"date":"2018-08-04T14:14:45","date_gmt":"2018-08-04T19:14:45","guid":{"rendered":"https:\/\/laurentlessard.com\/bookproofs\/?p=2371"},"modified":"2018-08-04T14:48:46","modified_gmt":"2018-08-04T19:48:46","slug":"a-coin-flipping-game","status":"publish","type":"post","link":"https:\/\/laurentlessard.com\/bookproofs\/a-coin-flipping-game\/","title":{"rendered":"A coin-flipping game"},"content":{"rendered":"<body><p>This <a href=\"https:\/\/fivethirtyeight.com\/features\/the-eternal-question-how-much-do-these-apricots-weigh\/\">Riddler puzzle<\/a> involves a particular coin-flipping game. Here is the problem:<\/p>\n<blockquote><p>\nI flip a coin. If it\u2019s heads, I\u2019ve won the game. If it\u2019s tails, then I have to flip again, now needing to get two heads in a row to win. If, on my second toss, I get another tails instead of a heads, then I now need three heads in a row to win. If, instead, I get a heads on my second toss (having flipped a tails on the first toss) then I still need to get a second heads to have two heads in a row and win, but if my next toss is a tails (having thus tossed tails-heads-tails), I now need to flip three heads in a row to win, and so on. The more tails you\u2019ve tossed, the more heads in a row you\u2019ll need to win this game.<\/p>\n<p>I may flip a potentially infinite number of times, always needing to flip a series of N heads in a row to win, where N is T + 1 and T is the number of cumulative tails tossed. I win when I flip the required number of heads in a row.<\/p>\n<p>What are my chances of winning this game? (A computer program could calculate the probability to any degree of precision, but is there a more elegant mathematical expression for the probability of winning?)\n<\/p><\/blockquote>\n<p>Here is my solution:<br>\n<a href=\"javascript:Solution('soln_coinflip_game','toggle_coinflip_game')\" id=\"toggle_coinflip_game\">[Show Solution]<\/a><\/p>\n<div id=\"soln_coinflip_game\" style=\"display: none\">\n<p>The solution is short but sweet. It turns out it\u2019s easier to think about the probability of <em>losing<\/em> rather than the probability of winning. Let\u2019s define:<br>\n\\[<br>\nP(t) = \\text{Probability of losing given we have just flipped the }t^\\text{th}\\text{ Tail}.<br>\n\\]If we have just flipped our $t^\\text{th}$ Tail, then we\u2019ll win if we flip $t+1$ Heads in a row (probability $\\frac{1}{2^{t+1}}$). Otherwise, we\u2019ll flip our $(t+1)^\\text{st}$ Tail and we\u2019ll have a chance $P(t+1)$ of losing from that point forward. Mathematically,<br>\n\\[<br>\nP(t) = \\left(1-\\frac{1}{2^{t+1}}\\right) P(t+1)<br>\n\\]Our goal is to find the initial probability of winning, which is $1-P(0)$. It\u2019s clear that $\\lim_{t\\to\\infty}P(t) = 1$, because it becomes progressively less likely we\u2019ll win as the number of Tails flipped accrues. Iterating the above recursion, we have<\/p>\n<p style=\"text-align: center;\"><span style=\"background-color: #AFC8E6; padding: 25px 10px 25px 10px;\">$\\displaystyle<br>\n\\text{Probability of winning} = 1-\\prod_{t=1}^\\infty \\left(1-\\frac{1}{2^t}\\right)<br>\n$<\/span><\/p>\n<p>This expression occurs often enough that it was given its own name! It\u2019s a special case of the <a href=\"https:\/\/en.wikipedia.org\/wiki\/Euler_function\">Euler function<\/a> (just one of many things named after Euler), which is itself a special case of the <a href=\"https:\/\/en.wikipedia.org\/wiki\/Q-Pochhammer_symbol\">q-Pochhammer symbol<\/a>.<\/p>\n<p>There is no way to further simplify the infinite product, unfortunately, but it\u2019s rather easy to approximate it. The probability of winning is approximately $0.711211904913\u2026$, so about $71\\%$.<\/p>\n<\/div>\n<\/body>","protected":false},"excerpt":{"rendered":"<p>This Riddler puzzle involves a particular coin-flipping game. Here is the problem: I flip a coin. If it\u2019s heads, I\u2019ve won the game. If it\u2019s tails, then I have to flip again, now needing to get two heads in a row to win. If, on my second toss, I get another tails instead of a &hellip; <a href=\"https:\/\/laurentlessard.com\/bookproofs\/a-coin-flipping-game\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;A coin-flipping game&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[7],"tags":[8,15,2],"class_list":["post-2371","post","type-post","status-publish","format-standard","hentry","category-riddler","tag-probability","tag-recursion","tag-riddler"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"This Riddler puzzle involves a particular coin-flipping game. 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If it\u2019s heads, I\u2019ve won the game. If it\u2019s tails, then I have to flip again, now needing to get two heads in a row to win. If, on my second toss, I get another tails instead of a\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/laurentlessard.com\/bookproofs\/a-coin-flipping-game\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2018-08-04T19:14:45+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2018-08-04T19:48:46+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"A coin-flipping game - Book Proofs\" \/>\n\t\t<meta name=\"twitter:description\" content=\"This Riddler puzzle involves a particular coin-flipping game. Here is the problem: I flip a coin. If it\u2019s heads, I\u2019ve won the game. If it\u2019s tails, then I have to flip again, now needing to get two heads in a row to win. 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